{
 "cells": [
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    ".. _nb_griewank:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Griewank\n",
    "\n",
    "The Griewank function has many widespread local minima, which are regularly distributed. The complexity is shown in the zoomed-in plots. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Definition**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\\begin{align}\n",
    "\\begin{split}\n",
    "f(x) & = & \\; \\sum_{n=1}^n \\; \\frac{x_i^2}{4000} - \\prod_{n=1}^n \\cos \\Bigg( \\frac{x_i}{\\sqrt{i}} \\Bigg) + 1 \\\\[4mm]\n",
    "&&-600 \\leq x_i \\leq 600 \\quad i=1 \\ldots,n \\\\[4mm]\n",
    "\\end{split}\n",
    "\\end{align}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Optimum**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$f(x^*) = 0 \\; \\text{at} \\; x^* = (0,\\ldots,0) $$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Contour**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "code": "usage_problem.py",
    "section": "griewank"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 358,
       "width": 490
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from pymoo.factory import get_problem, get_visualization\n",
    "\n",
    "problem = get_problem(\"griewank\", n_var=1)\n",
    "plot = get_visualization(\"fitness-landscape\", problem, _type=\"surface\", n_samples=1000)\n",
    "plot.do()\n",
    "plot.apply(lambda ax: ax.set_xlim(-200,200))\n",
    "plot.apply(lambda ax: ax.set_ylim(-1,13))\n",
    "plot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
